> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.talqora.com/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.talqora.com/_mcp/server.

# Migration guide

Move an existing vector workload in three steps.

## 1. Create an equivalent index

Match your embedding dimensions and select `cosine` for normalized embeddings or `euclidean` when vector magnitude matters.

## 2. Import in idempotent batches

Write up to 500 vectors per request. Preserve the source document identifier as the vector `id`; it makes re-imports and deletes deterministic.

## 3. Validate recall before switching traffic

Run representative production queries against both systems. Compare retrieved IDs, apply metadata filters, then move read traffic. The console shows rows written and query transfer so you can observe the cutover.